{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notes\n",
    "\n",
    "We provide this notebook for inference and visualizations. \n",
    "\n",
    "You can either load images from a dataloader(see Sec. 1) or from a local path(see Sec. 2).\n",
    "\n",
    "Welcome to join [IDEA](https://idea.edu.cn/en)([中文网址](https://idea.edu.cn/))!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "import torch, json\n",
    "import numpy as np\n",
    "\n",
    "from main import build_model_main\n",
    "from util.slconfig import SLConfig\n",
    "from datasets import build_dataset\n",
    "from util.visualizer import COCOVisualizer\n",
    "from util import box_ops"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 0. Initialize and Load Pre-trained Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_config_path = \"config/DINO/DINO_4scale.py\" # change the path of the model config file\n",
    "model_checkpoint_path = \"ckpts/checkpoint0023_4scale.pth\" # change the path of the model checkpoint\n",
    "# See our Model Zoo section in README.md for more details about our pretrained models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "args = SLConfig.fromfile(model_config_path) \n",
    "args.device = 'cuda' \n",
    "model, criterion, postprocessors = build_model_main(args)\n",
    "checkpoint = torch.load(model_checkpoint_path, map_location='cpu')\n",
    "model.load_state_dict(checkpoint['model'])\n",
    "_ = model.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load coco names\n",
    "with open('util/coco_id2name.json') as f:\n",
    "    id2name = json.load(f)\n",
    "    id2name = {int(k):v for k,v in id2name.items()}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Visualize images from a dataloader\n",
    "## 1.1 Load Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "args.dataset_file = 'coco'\n",
    "args.coco_path = \"/comp_robot/cv_public_dataset/COCO2017/\" # the path of coco\n",
    "args.fix_size = False\n",
    "\n",
    "dataset_val = build_dataset(image_set='val', args=args)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2 Get an Example and Visualize it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "image, targets = dataset_val[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build gt_dict for vis\n",
    "box_label = [id2name[int(item)] for item in targets['labels']]\n",
    "gt_dict = {\n",
    "    'boxes': targets['boxes'],\n",
    "    'image_id': targets['image_id'],\n",
    "    'size': targets['size'],\n",
    "    'box_label': box_label,\n",
    "}\n",
    "vslzr = COCOVisualizer()\n",
    "vslzr.visualize(image, gt_dict, savedir=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.3 Visualize Model Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "output = model.cuda()(image[None].cuda())\n",
    "output = postprocessors['bbox'](output, torch.Tensor([[1.0, 1.0]]).cuda())[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "thershold = 0.3 # set a thershold\n",
    "\n",
    "scores = output['scores']\n",
    "labels = output['labels']\n",
    "boxes = box_ops.box_xyxy_to_cxcywh(output['boxes'])\n",
    "select_mask = scores > thershold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "box_label = [id2name[int(item)] for item in labels[select_mask]]\n",
    "pred_dict = {\n",
    "    'boxes': boxes[select_mask],\n",
    "    'size': targets['size'],\n",
    "    'box_label': box_label\n",
    "}\n",
    "vslzr.visualize(image, pred_dict, savedir=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Visualize Custom Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import datasets.transforms as T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "image = Image.open(\"./figs/idea.jpg\").convert(\"RGB\") # load image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# transform images\n",
    "transform = T.Compose([\n",
    "    T.RandomResize([800], max_size=1333),\n",
    "    T.ToTensor(),\n",
    "    T.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "])\n",
    "image, _ = transform(image, None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# predict images\n",
    "output = model.cuda()(image[None].cuda())\n",
    "output = postprocessors['bbox'](output, torch.Tensor([[1.0, 1.0]]).cuda())[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize outputs\n",
    "thershold = 0.3 # set a thershold\n",
    "\n",
    "vslzr = COCOVisualizer()\n",
    "\n",
    "scores = output['scores']\n",
    "labels = output['labels']\n",
    "boxes = box_ops.box_xyxy_to_cxcywh(output['boxes'])\n",
    "select_mask = scores > thershold\n",
    "\n",
    "box_label = [id2name[int(item)] for item in labels[select_mask]]\n",
    "pred_dict = {\n",
    "    'boxes': boxes[select_mask],\n",
    "    'size': torch.Tensor([image.shape[1], image.shape[2]]),\n",
    "    'box_label': box_label\n",
    "}\n",
    "vslzr.visualize(image, pred_dict, savedir=None, dpi=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.3 ('q2x')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "0ad18b9cce5171a92b1ace78d675cb7cfe7b38ef1dfda11fe1bc29cba1874dd4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
